CN115461785A - 生成非线性人类形状模型 - Google Patents

生成非线性人类形状模型 Download PDF

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Publication number
CN115461785A
CN115461785A CN202080100318.0A CN202080100318A CN115461785A CN 115461785 A CN115461785 A CN 115461785A CN 202080100318 A CN202080100318 A CN 202080100318A CN 115461785 A CN115461785 A CN 115461785A
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shape
model
learned
training
machine
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C.斯明奇塞斯库
徐鸿燚
E.G.巴扎万
A.赞菲尔
W.T.弗里曼
R.苏克坦卡尔
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T17/00Three dimensional [3D] modelling, e.g. data description of 3D objects
    • G06T17/20Finite element generation, e.g. wire-frame surface description, tesselation
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T17/00Three dimensional [3D] modelling, e.g. data description of 3D objects
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • G06N3/0455Auto-encoder networks; Encoder-decoder networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T19/00Manipulating 3D models or images for computer graphics
    • G06T19/20Editing of 3D images, e.g. changing shapes or colours, aligning objects or positioning parts
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/70Determining position or orientation of objects or cameras
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16Human faces, e.g. facial parts, sketches or expressions
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20081Training; Learning
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2219/00Indexing scheme for manipulating 3D models or images for computer graphics
    • G06T2219/20Indexing scheme for editing of 3D models
    • G06T2219/2021Shape modification

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Computer Graphics (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Computing Systems (AREA)
  • Artificial Intelligence (AREA)
  • Data Mining & Analysis (AREA)
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  • Life Sciences & Earth Sciences (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Computational Linguistics (AREA)
  • Biomedical Technology (AREA)
  • Multimedia (AREA)
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  • Architecture (AREA)
  • Medical Informatics (AREA)
  • Human Computer Interaction (AREA)
  • Oral & Maxillofacial Surgery (AREA)
  • Processing Or Creating Images (AREA)
  • Image Processing (AREA)
  • Image Analysis (AREA)
  • Image Generation (AREA)
CN202080100318.0A 2020-04-30 2020-04-30 生成非线性人类形状模型 Pending CN115461785A (zh)

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PCT/US2020/030712 WO2021221657A1 (en) 2020-04-30 2020-04-30 Generative nonlinear human shape models

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CN115461785A true CN115461785A (zh) 2022-12-09

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US (1) US20230169727A1 (ja)
EP (1) EP4128168A1 (ja)
JP (1) JP7378642B2 (ja)
KR (1) KR20230004837A (ja)
CN (1) CN115461785A (ja)
WO (1) WO2021221657A1 (ja)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN116434347A (zh) * 2023-06-12 2023-07-14 中山大学 一种基于掩码图自编码器的骨架序列识别方法及***

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Publication number Priority date Publication date Assignee Title
CN111260774B (zh) * 2020-01-20 2023-06-23 北京百度网讯科技有限公司 生成3d关节点回归模型的方法和装置
CN114333069B (zh) * 2022-03-03 2022-05-17 腾讯科技(深圳)有限公司 对象的姿态处理方法、装置、设备及存储介质
CN117409161A (zh) * 2022-07-06 2024-01-16 戴尔产品有限公司 点云处理方法和电子设备
CN116452755B (zh) * 2023-06-15 2023-09-22 成就医学科技(天津)有限公司 一种骨骼模型构建方法、***、介质及设备
CN116740820B (zh) * 2023-08-16 2023-10-31 南京理工大学 基于自动增广的单视角点云三维人体姿态与形状估计方法

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US11127163B2 (en) * 2015-06-24 2021-09-21 Fraunhofer-Gesellschaft zur Förderung der angewandten Forschung e.V. Skinned multi-infant linear body model
US10297065B2 (en) * 2016-11-09 2019-05-21 Disney Enterprises, Inc. Methods and systems of enriching blendshape rigs with physical simulation
EP3330927A1 (en) * 2016-12-05 2018-06-06 THOMSON Licensing Method and apparatus for sculpting a 3d model
US10943383B2 (en) 2017-01-26 2021-03-09 Sony Corporation Information processing apparatus and information processing method
JP6244593B1 (ja) 2017-01-30 2017-12-13 株式会社コロプラ 情報処理方法、装置、および当該情報処理方法をコンピュータに実行させるためのプログラム
US10546433B2 (en) * 2017-08-03 2020-01-28 The University Of North Carolina At Chapel Hill Methods, systems, and computer readable media for modeling garments using single view images
US11989976B2 (en) 2018-02-16 2024-05-21 Nippon Telegraph And Telephone Corporation Nonverbal information generation apparatus, nonverbal information generation model learning apparatus, methods, and programs

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN116434347A (zh) * 2023-06-12 2023-07-14 中山大学 一种基于掩码图自编码器的骨架序列识别方法及***
CN116434347B (zh) * 2023-06-12 2023-10-13 中山大学 一种基于掩码图自编码器的骨架序列识别方法及***

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Publication number Publication date
EP4128168A1 (en) 2023-02-08
WO2021221657A1 (en) 2021-11-04
KR20230004837A (ko) 2023-01-06
US20230169727A1 (en) 2023-06-01
JP2023524252A (ja) 2023-06-09
JP7378642B2 (ja) 2023-11-13

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